LLMOps Basic — Learn — Quanta GenAI

LLMOps Basic — 001: Operating LLM applications in production

Frame LLMOps as the discipline that ships, measures, and governs LLM features—not only notebooks.

Open lesson →

LLMOps Basic — 002: LLMOps versus classical MLOps

Separate what your existing ML platform already solves from gaps introduced by generative interfaces.

Open lesson →

LLMOps Basic — 003: Model sourcing: APIs, open weights, and hybrids

Choose deployment models with explicit tradeoffs for control, cost, and compliance.

Open lesson →

LLMOps Basic — 004: Reference architecture for LLM platforms

Anchor teams on a shared diagram before debating tools.

Open lesson →

LLMOps Basic — 005: Data ingestion, chunking, and embedding pipelines

Treat corpora like data products with lineage—not ad hoc uploads.

Open lesson →

LLMOps Basic — 006: Model routing, adapters, and lifecycle management

Operate multiple model SKUs behind one product surface.

Open lesson →

LLMOps Basic — 007: Orchestration with chains, tools, and agents

Compose reliable workflows without unbounded autonomy.

Open lesson →

LLMOps Basic — 008: Prompt interfaces and versioning discipline

Manage prompts like versioned APIs consumed by applications.

Open lesson →

LLMOps Basic — 009: Retrieval-augmented generation in enterprise settings

Ground answers in authoritative sources with operable failure modes.

Open lesson →

LLMOps Basic — 010: stress-test tool permissions on `Pipeline orientation and ownership` — memo `423373 [10]`

Runnable `Pipeline orientation and ownership` runbook slice. digest `116026`.

Open lesson →

LLMOps Basic — 011: compress prompt surface on `Prompt contract literacy` — memo `837038 [11]`

Runnable `Prompt contract literacy` runbook slice. digest `178968`.

Open lesson →

LLMOps Basic — 012: pair eval regressions on `Prompt contract literacy` — memo `160039 [12]`

Hands-on `Prompt contract literacy` rehearsal. digest `78504`.

Open lesson →

LLMOps Basic — 013: iterate incident comms on `Prompt contract literacy` — memo `59444 [13]`

Incident-shaped `Prompt contract literacy` walkthrough. digest `175575`.

Open lesson →

LLMOps Basic — 014: trace index lag on `Prompt contract literacy` — memo `272858 [14]`

Hands-on `Prompt contract literacy` rehearsal. digest `146610`.

Open lesson →

LLMOps Basic — 015: quantify hallucination fallout on `Prompt contract literacy` — memo `488715 [15]`

Incident-shaped `Prompt contract literacy` walkthrough. digest `151139`.

Open lesson →

LLMOps Basic — 016: rehearse canary cutover on `Prompt contract literacy` — memo `855104 [16]`

Deterministic `Prompt contract literacy` lab. digest `176244`.

Open lesson →

LLMOps Basic — 017: simulate empty retrieval on `Prompt contract literacy` — memo `52387 [17]`

Deterministic `Prompt contract literacy` lab. digest `99045`.

Open lesson →

LLMOps Basic — 018: codify rollback triggers on `Prompt contract literacy` — memo `516967 [18]`

Deterministic `Prompt contract literacy` lab. digest `141424`.

Open lesson →

LLMOps Basic — 019: codify rollback triggers on `Prompt contract literacy` — memo `833243 [19]`

Hands-on `Prompt contract literacy` rehearsal. digest `118985`.

Open lesson →

LLMOps Basic — 020: pair eval regressions on `Prompt contract literacy` — memo `568113 [20]`

Incident-shaped `Prompt contract literacy` walkthrough. digest `157165`.

Open lesson →

LLMOps Basic — 021: audit adapter routing on `Context window and chunk budgeting` — memo `386618 [21]`

Runnable `Context window and chunk budgeting` runbook slice. digest `221972`.

Open lesson →

LLMOps Basic — 022: rehearse canary cutover on `Context window and chunk budgeting` — memo `274806 [22]`

Hands-on `Context window and chunk budgeting` rehearsal. digest `220980`.

Open lesson →

LLMOps Basic — 023: stress-test tool permissions on `Context window and chunk budgeting` — memo `330923 [23]`

Deterministic `Context window and chunk budgeting` lab. digest `232870`.

Open lesson →

LLMOps Basic — 024: simulate empty retrieval on `Context window and chunk budgeting` — memo `32210 [24]`

LLMOps `Context window and chunk budgeting` drill. digest `231559`.

Open lesson →

LLMOps Basic — 025: trace index lag on `Context window and chunk budgeting` — memo `174604 [25]`

LLMOps `Context window and chunk budgeting` drill. digest `229181`.

Open lesson →

LLMOps Basic — 026: codify rollback triggers on `Context window and chunk budgeting` — memo `557003 [26]`

Bench `Context window and chunk budgeting` with templated artefacts. digest `244145`.

Open lesson →

LLMOps Basic — 027: stress-test tool permissions on `Context window and chunk budgeting` — memo `420131 [27]`

Incident-shaped `Context window and chunk budgeting` walkthrough. digest `210091`.

Open lesson →

LLMOps Basic — 028: rehearse canary cutover on `Context window and chunk budgeting` — memo `453013 [28]`

Hands-on `Context window and chunk budgeting` rehearsal. digest `140347`.

Open lesson →

LLMOps Basic — 029: iterate incident comms on `Context window and chunk budgeting` — memo `809817 [29]`

Hands-on `Context window and chunk budgeting` rehearsal. digest `236116`.

Open lesson →

LLMOps Basic — 030: pair eval regressions on `Context window and chunk budgeting` — memo `567371 [30]`

LLMOps `Context window and chunk budgeting` drill. digest `223991`.

Open lesson →

LLMOps · Basic

LLMOps Basic — 001: Operating LLM applications in production

LLMOps Basic — 002: LLMOps versus classical MLOps

LLMOps Basic — 003: Model sourcing: APIs, open weights, and hybrids

LLMOps Basic — 004: Reference architecture for LLM platforms

LLMOps Basic — 005: Data ingestion, chunking, and embedding pipelines

LLMOps Basic — 006: Model routing, adapters, and lifecycle management

LLMOps Basic — 007: Orchestration with chains, tools, and agents

LLMOps Basic — 008: Prompt interfaces and versioning discipline

LLMOps Basic — 009: Retrieval-augmented generation in enterprise settings

LLMOps Basic — 010: stress-test tool permissions on `Pipeline orientation and ownership` — memo `423373 [10]`

LLMOps Basic — 011: compress prompt surface on `Prompt contract literacy` — memo `837038 [11]`

LLMOps Basic — 012: pair eval regressions on `Prompt contract literacy` — memo `160039 [12]`

LLMOps Basic — 013: iterate incident comms on `Prompt contract literacy` — memo `59444 [13]`

LLMOps Basic — 014: trace index lag on `Prompt contract literacy` — memo `272858 [14]`

LLMOps Basic — 015: quantify hallucination fallout on `Prompt contract literacy` — memo `488715 [15]`

LLMOps Basic — 016: rehearse canary cutover on `Prompt contract literacy` — memo `855104 [16]`

LLMOps Basic — 017: simulate empty retrieval on `Prompt contract literacy` — memo `52387 [17]`

LLMOps Basic — 018: codify rollback triggers on `Prompt contract literacy` — memo `516967 [18]`

LLMOps Basic — 019: codify rollback triggers on `Prompt contract literacy` — memo `833243 [19]`

LLMOps Basic — 020: pair eval regressions on `Prompt contract literacy` — memo `568113 [20]`

LLMOps Basic — 021: audit adapter routing on `Context window and chunk budgeting` — memo `386618 [21]`

LLMOps Basic — 022: rehearse canary cutover on `Context window and chunk budgeting` — memo `274806 [22]`

LLMOps Basic — 023: stress-test tool permissions on `Context window and chunk budgeting` — memo `330923 [23]`

LLMOps Basic — 024: simulate empty retrieval on `Context window and chunk budgeting` — memo `32210 [24]`

LLMOps Basic — 025: trace index lag on `Context window and chunk budgeting` — memo `174604 [25]`

LLMOps Basic — 026: codify rollback triggers on `Context window and chunk budgeting` — memo `557003 [26]`

LLMOps Basic — 027: stress-test tool permissions on `Context window and chunk budgeting` — memo `420131 [27]`

LLMOps Basic — 028: rehearse canary cutover on `Context window and chunk budgeting` — memo `453013 [28]`

LLMOps Basic — 029: iterate incident comms on `Context window and chunk budgeting` — memo `809817 [29]`

LLMOps Basic — 030: pair eval regressions on `Context window and chunk budgeting` — memo `567371 [30]`